{"id":"W2954081641","doi":"10.7861/futurehosp.6-2-91","title":"Update from RCP Quality Improvement: QI, what do we need to learn?","year":2019,"lang":"en","type":"article","venue":"Future Healthcare Journal","topic":"Innovations in Medical Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal College of Physicians and Surgeons of Canada","funders":"","keywords":"Quality (philosophy); Quality management; Medical education; Curriculum; Work (physics); Medicine; Medical school; Psychology; Pedagogy; Engineering; Operations management; Management system","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01446593,0.001379283,0.002857513,0.006738406,0.00139807,0.006109923,0.005421467,0.008242928,0.02100265],"category_scores_gemma":[0.08198021,0.00102671,0.002291959,0.008435239,0.001478945,0.006784769,0.004677287,0.01314784,0.01953848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0107365,"about_ca_system_score_gemma":0.03085772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03855777,"about_ca_topic_score_gemma":0.04469288,"domain_scores_codex":[0.9854988,0.003154286,0.002937013,0.0005869243,0.006972774,0.0008501734],"domain_scores_gemma":[0.9105521,0.01583673,0.006552427,0.002283069,0.05740496,0.007370724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000033653,0.00002732837,0.0002037745,0.002169126,0.0000289359,0.00003394033,0.00007511573,0.00006729922,0.0000441272,0.000775324,0.8748084,0.121733],"study_design_scores_gemma":[0.00003710487,0.00002919592,0.001350814,0.008950748,0.00004489788,0.0000993119,0.00008015952,0.00004603081,0.00004926687,0.0007403402,0.9885457,0.00002646713],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0007310112,0.1941891,0.003692627,0.6499794,0.09551305,0.001115455,0.008586312,0.001178944,0.0450142],"genre_scores_gemma":[0.01087813,0.5052705,0.02131233,0.3314572,0.06334178,0.002803688,0.02045979,0.0009819797,0.04349455],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03855777,"threshold_uncertainty_score":0.0778991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02031034501451659,"score_gpt":0.3760963153967966,"score_spread":0.35578597038228,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}